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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Prolific logo
Prolific
✓ verifiedPaid

Research participant marketplace that gives AI teams and academics fast access to verified, screened human data and feedback.

21M visits/mo
Zara logo
Zara
✓ verifiedPaid

Data lab providing expert human data, RL environments, and contextual evaluations to train and assess AI models and agents.

6.3M visits/mo45K saves
Pricing

No public pricing

No public pricing

No public pricing

Core features
  • CSV to API conversion
  • Data parsing (CSV to JSON)
  • Filtering capabilities
  • 300,000+ verified, screened participants
  • 300+ audience targeting filters
  • Representative and quota-based sampling
  • API and no-code survey tool integrations
  • AI-powered participant quality monitoring (Protocol)
  • Managed services with dedicated project teams
  • Access to vetted domain experts
  • Realm: RL environments and frontier evaluations
  • Cortex: contextual evaluation for production AI agents
  • Expert-demonstrated robotics training data
  • Benchmarks such as LongExtractionBench
  • Expert human data partnerships
  • Research lab on human data markets
Use cases
  • Sharing CSV data with a team via an API
  • Creating a public API from CSV data
  • Filtering and accessing specific data within a CSV file programmatically
  • Collecting human preference data for RLHF or model evaluation
  • Running academic behavioral or market research studies
  • Sourcing domain-expert data for specialized AI benchmarks
  • Train and evaluate frontier AI models
  • Improve agent performance in production
  • Source expert human data for AI labs
  • Gather demonstration data for robotics
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